Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 4061 |
| Missing cells | 11544 |
| Missing cells (%) | 12.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 729.8 KiB |
| Average record size in memory | 184.0 B |
Variable types
| Categorical | 7 |
|---|---|
| Numeric | 11 |
| Boolean | 5 |
Age is highly overall correlated with Creatinine_Clearance | High correlation |
Year_DM_Diagnosed is highly overall correlated with DM_Duration | High correlation |
DM_Duration is highly overall correlated with Year_DM_Diagnosed | High correlation |
Waist is highly overall correlated with BMI | High correlation |
Fasting_Blood_Glucose_Value_SI_Units is highly overall correlated with HbA1C_Admission_Value | High correlation |
HbA1C_Admission_Value is highly overall correlated with Fasting_Blood_Glucose_Value_SI_Units | High correlation |
BMI is highly overall correlated with Waist | High correlation |
Creatinine_Clearance is highly overall correlated with Age | High correlation |
Cardiac_Arrest_Admission is highly imbalanced (90.2%) | Imbalance |
Non_Cardiac_Condition is highly imbalanced (81.5%) | Imbalance |
DM_Type is highly imbalanced (90.7%) | Imbalance |
Year_DM_Diagnosed has 2057 (50.7%) missing values | Missing |
DM_Duration has 1975 (48.6%) missing values | Missing |
DM_Type has 1872 (46.1%) missing values | Missing |
DM_Treatment has 1873 (46.1%) missing values | Missing |
Waist has 92 (2.3%) missing values | Missing |
Fasting_Blood_Glucose_Value_SI_Units has 1289 (31.7%) missing values | Missing |
HbA1C_Admission_Value has 1499 (36.9%) missing values | Missing |
Cholesterol_Value_SI_Units has 334 (8.2%) missing values | Missing |
Triglycerides_Value_SI_Units has 374 (9.2%) missing values | Missing |
BMI has 60 (1.5%) missing values | Missing |
Creatinine_Clearance has 69 (1.7%) missing values | Missing |
Year_DM_Diagnosed is highly skewed (γ1 = -30.88489352) | Skewed |
DM_Duration is highly skewed (γ1 = 31.49782961) | Skewed |
Cholesterol_Value_SI_Units is highly skewed (γ1 = 44.88015296) | Skewed |
Triglycerides_Value_SI_Units is highly skewed (γ1 = 22.38220136) | Skewed |
Reproduction
| Analysis started | 2023-03-08 11:17:51.194856 |
|---|---|
| Analysis finished | 2023-03-08 11:18:20.129058 |
| Duration | 28.93 seconds |
| Software version | ydata-profiling vv4.0.0 |
| Download configuration | config.json |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 31.9 KiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.6717557 |
| Min length | 4 |
Characters and Unicode
| Total characters | 18972 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 2697 | |
| Female | 1364 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 2697 | |
| female | 1364 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 5425 | |
| a | 4061 | |
| l | 4061 | |
| M | 2697 | |
| F | 1364 | 7.2% |
| m | 1364 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 14911 | |
| Uppercase Letter | 4061 | 21.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 5425 | |
| a | 4061 | |
| l | 4061 | |
| m | 1364 | 9.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 2697 | |
| F | 1364 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18972 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 5425 | |
| a | 4061 | |
| l | 4061 | |
| M | 2697 | |
| F | 1364 | 7.2% |
| m | 1364 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 18972 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 5425 | |
| a | 4061 | |
| l | 4061 | |
| M | 2697 | |
| F | 1364 | 7.2% |
| m | 1364 | 7.2% |
Age
Real number (ℝ)
| Distinct | 79 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.351884 |
| Minimum | 18 |
|---|---|
| Maximum | 112 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 40 |
| Q1 | 52 |
| median | 60 |
| Q3 | 69 |
| 95-th percentile | 81 |
| Maximum | 112 |
| Range | 94 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 12.727595 |
|---|---|
| Coefficient of variation (CV) | 0.21088977 |
| Kurtosis | -0.12256521 |
| Mean | 60.351884 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.0038224183 |
| Sum | 245089 |
| Variance | 161.99166 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 62 | 149 | 3.7% |
| 72 | 138 | 3.4% |
| 60 | 132 | 3.3% |
| 57 | 132 | 3.3% |
| 67 | 121 | 3.0% |
| 59 | 119 | 2.9% |
| 52 | 117 | 2.9% |
| 56 | 114 | 2.8% |
| 64 | 112 | 2.8% |
| 70 | 111 | 2.7% |
| Other values (69) | 2816 |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 24 | 3 | |
| 25 | 6 | |
| 26 | 5 | |
| 27 | 4 | |
| 28 | 5 | |
| 29 | 5 | |
| 30 | 5 | |
| 31 | 7 |
| Value | Count | Frequency (%) |
| 112 | 1 | < 0.1% |
| 102 | 1 | < 0.1% |
| 99 | 5 | |
| 97 | 2 | < 0.1% |
| 96 | 1 | < 0.1% |
| 95 | 3 | |
| 94 | 6 | |
| 93 | 6 | |
| 92 | 6 | |
| 91 | 3 |
Education
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 4 |
| Missing (%) | 0.1% |
| Memory size | 31.9 KiB |
| No school | |
|---|---|
| Below secondary school (high school) | |
| Secondary school (high school) | |
| Graduated from college | |
| Some college or vocational school | 164 |
Length
| Max length | 36 |
|---|---|
| Median length | 33 |
| Mean length | 20.731822 |
| Min length | 9 |
Characters and Unicode
| Total characters | 84109 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Graduated from college |
|---|---|
| 2nd row | Graduated from college |
| 3rd row | Below secondary school (high school) |
| 4th row | Secondary school (high school) |
| 5th row | Below secondary school (high school) |
Common Values
| Value | Count | Frequency (%) |
| No school | 1965 | |
| Below secondary school (high school) | 969 | |
| Secondary school (high school) | 645 | 15.9% |
| Graduated from college | 249 | 6.1% |
| Some college or vocational school | 164 | 4.0% |
| Post-graduate degree | 65 | 1.6% |
| (Missing) | 4 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| school | 5357 | |
| no | 1965 | 15.1% |
| secondary | 1614 | 12.4% |
| high | 1614 | 12.4% |
| below | 969 | 7.4% |
| college | 413 | 3.2% |
| graduated | 249 | 1.9% |
| from | 249 | 1.9% |
| some | 164 | 1.3% |
| or | 164 | 1.3% |
| Other values (3) | 294 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 16645 | |
| 8995 | ||
| h | 8585 | |
| c | 7548 | |
| l | 7316 | |
| s | 6391 | 7.6% |
| e | 4082 | 4.9% |
| a | 2570 | 3.1% |
| r | 2406 | 2.9% |
| d | 2242 | 2.7% |
| Other values (18) | 17329 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 67764 | |
| Space Separator | 8995 | 10.7% |
| Uppercase Letter | 4057 | 4.8% |
| Close Punctuation | 1614 | 1.9% |
| Open Punctuation | 1614 | 1.9% |
| Dash Punctuation | 65 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 16645 | |
| h | 8585 | |
| c | 7548 | |
| l | 7316 | |
| s | 6391 | 9.4% |
| e | 4082 | 6.0% |
| a | 2570 | 3.8% |
| r | 2406 | 3.6% |
| d | 2242 | 3.3% |
| g | 2157 | 3.2% |
| Other values (9) | 7822 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 1965 | |
| B | 969 | |
| S | 809 | |
| G | 249 | 6.1% |
| P | 65 | 1.6% |
Space Separator
| Value | Count | Frequency (%) |
| 8995 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 1614 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 1614 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 65 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 71821 | |
| Common | 12288 | 14.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 16645 | |
| h | 8585 | |
| c | 7548 | |
| l | 7316 | |
| s | 6391 | 8.9% |
| e | 4082 | 5.7% |
| a | 2570 | 3.6% |
| r | 2406 | 3.3% |
| d | 2242 | 3.1% |
| g | 2157 | 3.0% |
| Other values (14) | 11879 |
Common
| Value | Count | Frequency (%) |
| 8995 | ||
| ) | 1614 | 13.1% |
| ( | 1614 | 13.1% |
| - | 65 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 84109 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 16645 | |
| 8995 | ||
| h | 8585 | |
| c | 7548 | |
| l | 7316 | |
| s | 6391 | 7.6% |
| e | 4082 | 4.9% |
| a | 2570 | 3.1% |
| r | 2406 | 2.9% |
| d | 2242 | 2.7% |
| Other values (18) | 17329 |
Work
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 4 |
| Missing (%) | 0.1% |
| Memory size | 31.9 KiB |
| No | |
|---|---|
| Yes, Full-time | |
| Yes, Part-time | 140 |
Length
| Max length | 14 |
|---|---|
| Median length | 2 |
| Mean length | 5.3542026 |
| Min length | 2 |
Characters and Unicode
| Total characters | 21722 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Yes, Full-time |
|---|---|
| 2nd row | Yes, Full-time |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 2923 | |
| Yes, Full-time | 994 | 24.5% |
| Yes, Part-time | 140 | 3.4% |
| (Missing) | 4 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 2923 | |
| yes | 1134 | 21.8% |
| full-time | 994 | 19.1% |
| part-time | 140 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 2923 | |
| o | 2923 | |
| e | 2268 | |
| l | 1988 | |
| t | 1274 | 5.9% |
| i | 1134 | 5.2% |
| Y | 1134 | 5.2% |
| s | 1134 | 5.2% |
| , | 1134 | 5.2% |
| 1134 | 5.2% | |
| Other values (7) | 4676 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 13129 | |
| Uppercase Letter | 5191 | 23.9% |
| Other Punctuation | 1134 | 5.2% |
| Space Separator | 1134 | 5.2% |
| Dash Punctuation | 1134 | 5.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 2923 | |
| e | 2268 | |
| l | 1988 | |
| t | 1274 | |
| i | 1134 | 8.6% |
| s | 1134 | 8.6% |
| m | 1134 | 8.6% |
| u | 994 | 7.6% |
| a | 140 | 1.1% |
| r | 140 | 1.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 2923 | |
| Y | 1134 | 21.8% |
| F | 994 | 19.1% |
| P | 140 | 2.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 1134 |
Space Separator
| Value | Count | Frequency (%) |
| 1134 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1134 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18320 | |
| Common | 3402 | 15.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 2923 | |
| o | 2923 | |
| e | 2268 | |
| l | 1988 | |
| t | 1274 | |
| i | 1134 | 6.2% |
| Y | 1134 | 6.2% |
| s | 1134 | 6.2% |
| m | 1134 | 6.2% |
| u | 994 | 5.4% |
| Other values (4) | 1414 |
Common
| Value | Count | Frequency (%) |
| , | 1134 | |
| 1134 | ||
| - | 1134 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21722 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 2923 | |
| o | 2923 | |
| e | 2268 | |
| l | 1988 | |
| t | 1274 | 5.9% |
| i | 1134 | 5.2% |
| Y | 1134 | 5.2% |
| s | 1134 | 5.2% |
| , | 1134 | 5.2% |
| 1134 | 5.2% | |
| Other values (7) | 4676 |
Cardiac_Arrest_Admission
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 4 |
| Missing (%) | 0.1% |
| Memory size | 31.9 KiB |
| No | |
|---|---|
| Yes, after other symptoms | 73 |
| Yes, first presentation without prior symptoms | 10 |
Length
| Max length | 46 |
|---|---|
| Median length | 2 |
| Mean length | 2.5223071 |
| Min length | 2 |
Characters and Unicode
| Total characters | 10233 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | No |
|---|---|
| 2nd row | No |
| 3rd row | No |
| 4th row | No |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| No | 3974 | |
| Yes, after other symptoms | 73 | 1.8% |
| Yes, first presentation without prior symptoms | 10 | 0.2% |
| (Missing) | 4 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 3974 | |
| yes | 83 | 1.9% |
| symptoms | 83 | 1.9% |
| after | 73 | 1.7% |
| other | 73 | 1.7% |
| first | 10 | 0.2% |
| presentation | 10 | 0.2% |
| without | 10 | 0.2% |
| prior | 10 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 4160 | |
| N | 3974 | |
| t | 279 | 2.7% |
| s | 269 | 2.6% |
| 269 | 2.6% | |
| e | 249 | 2.4% |
| r | 186 | 1.8% |
| m | 166 | 1.6% |
| p | 103 | 1.0% |
| , | 83 | 0.8% |
| Other values (9) | 495 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5824 | |
| Uppercase Letter | 4057 | |
| Space Separator | 269 | 2.6% |
| Other Punctuation | 83 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 4160 | |
| t | 279 | 4.8% |
| s | 269 | 4.6% |
| e | 249 | 4.3% |
| r | 186 | 3.2% |
| m | 166 | 2.9% |
| p | 103 | 1.8% |
| a | 83 | 1.4% |
| f | 83 | 1.4% |
| h | 83 | 1.4% |
| Other values (5) | 163 | 2.8% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 3974 | |
| Y | 83 | 2.0% |
Space Separator
| Value | Count | Frequency (%) |
| 269 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 83 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 9881 | |
| Common | 352 | 3.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 4160 | |
| N | 3974 | |
| t | 279 | 2.8% |
| s | 269 | 2.7% |
| e | 249 | 2.5% |
| r | 186 | 1.9% |
| m | 166 | 1.7% |
| p | 103 | 1.0% |
| a | 83 | 0.8% |
| f | 83 | 0.8% |
| Other values (7) | 329 | 3.3% |
Common
| Value | Count | Frequency (%) |
| 269 | ||
| , | 83 | 23.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 10233 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 4160 | |
| N | 3974 | |
| t | 279 | 2.7% |
| s | 269 | 2.6% |
| 269 | 2.6% | |
| e | 249 | 2.4% |
| r | 186 | 1.8% |
| m | 166 | 1.6% |
| p | 103 | 1.0% |
| , | 83 | 0.8% |
| Other values (9) | 495 | 4.8% |
Non_Cardiac_Condition
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 4 |
| Missing (%) | 0.1% |
| Memory size | 8.1 KiB |
| False | |
|---|---|
| True | 114 |
| (Missing) | 4 |
| Value | Count | Frequency (%) |
| False | 3943 | |
| True | 114 | 2.8% |
| (Missing) | 4 | 0.1% |
Hypertension
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5 |
| Missing (%) | 0.1% |
| Memory size | 8.1 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 5 |
| Value | Count | Frequency (%) |
| True | 2624 | |
| False | 1432 | |
| (Missing) | 5 | 0.1% |
Dyslipidemia
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5 |
| Missing (%) | 0.1% |
| Memory size | 8.1 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 5 |
| Value | Count | Frequency (%) |
| True | 2290 | |
| False | 1766 | |
| (Missing) | 5 | 0.1% |
DM
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 5 |
| Missing (%) | 0.1% |
| Memory size | 8.1 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 5 |
| Value | Count | Frequency (%) |
| True | 2173 | |
| False | 1883 | |
| (Missing) | 5 | 0.1% |
Year_DM_Diagnosed
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED
| Distinct | 46 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 2057 |
| Missing (%) | 50.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1998.4251 |
| Minimum | 10 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 1984.15 |
| Q1 | 1996 |
| median | 2002 |
| Q3 | 2007 |
| 95-th percentile | 2011 |
| Maximum | 2022 |
| Range | 2012 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 63.20694 |
|---|---|
| Coefficient of variation (CV) | 0.031628375 |
| Kurtosis | 968.11143 |
| Mean | 1998.4251 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -30.884894 |
| Sum | 4004844 |
| Variance | 3995.1172 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 2002 | 283 | 7.0% |
| 2007 | 162 | 4.0% |
| 1992 | 150 | 3.7% |
| 1997 | 149 | 3.7% |
| 2000 | 114 | 2.8% |
| 2008 | 106 | 2.6% |
| 2006 | 97 | 2.4% |
| 2011 | 76 | 1.9% |
| 2010 | 74 | 1.8% |
| 2009 | 68 | 1.7% |
| Other values (36) | 725 | 17.9% |
| (Missing) | 2057 |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 1967 | 1 | < 0.1% |
| 1970 | 1 | < 0.1% |
| 1972 | 2 | < 0.1% |
| 1973 | 2 | < 0.1% |
| 1974 | 1 | < 0.1% |
| 1975 | 1 | < 0.1% |
| 1977 | 7 | |
| 1978 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2022 | 1 | < 0.1% |
| 2013 | 1 | < 0.1% |
| 2012 | 52 | 1.3% |
| 2011 | 76 | |
| 2010 | 74 | |
| 2009 | 68 | |
| 2008 | 106 | |
| 2007 | 162 | |
| 2006 | 97 | |
| 2005 | 65 |
DM_Duration
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED
| Distinct | 45 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 1975 |
| Missing (%) | 48.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.706616 |
| Minimum | -10 |
|---|---|
| Maximum | 2004 |
| Zeros | 30 |
| Zeros (%) | 0.7% |
| Negative | 1 |
| Negative (%) | < 0.1% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | -10 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5.25 |
| median | 10 |
| Q3 | 16 |
| 95-th percentile | 27.75 |
| Maximum | 2004 |
| Range | 2014 |
| Interquartile range (IQR) | 10.75 |
Descriptive statistics
| Standard deviation | 61.986548 |
|---|---|
| Coefficient of variation (CV) | 4.5223817 |
| Kurtosis | 1007.2521 |
| Mean | 13.706616 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 31.49783 |
| Sum | 28592 |
| Variance | 3842.3321 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 10 | 339 | 8.3% |
| 20 | 198 | 4.9% |
| 15 | 170 | 4.2% |
| 5 | 169 | 4.2% |
| 12 | 113 | 2.8% |
| 6 | 100 | 2.5% |
| 4 | 85 | 2.1% |
| 2 | 83 | 2.0% |
| 7 | 82 | 2.0% |
| 8 | 79 | 1.9% |
| Other values (35) | 668 | 16.4% |
| (Missing) | 1975 |
| Value | Count | Frequency (%) |
| -10 | 1 | < 0.1% |
| 0 | 30 | 0.7% |
| 1 | 78 | |
| 2 | 83 | |
| 3 | 76 | |
| 4 | 85 | |
| 5 | 169 | |
| 6 | 100 | |
| 7 | 82 | |
| 8 | 79 |
| Value | Count | Frequency (%) |
| 2004 | 1 | < 0.1% |
| 1992 | 1 | < 0.1% |
| 45 | 1 | < 0.1% |
| 42 | 1 | < 0.1% |
| 40 | 5 | |
| 38 | 1 | < 0.1% |
| 37 | 2 | < 0.1% |
| 36 | 1 | < 0.1% |
| 35 | 7 | |
| 34 | 1 | < 0.1% |
DM_Type
Categorical
IMBALANCE MISSING
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1872 |
| Missing (%) | 46.1% |
| Memory size | 31.9 KiB |
| Type 2 | |
|---|---|
| Type 1 | 26 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 13134 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Type 2 |
|---|---|
| 2nd row | Type 2 |
| 3rd row | Type 2 |
| 4th row | Type 2 |
| 5th row | Type 2 |
Common Values
| Value | Count | Frequency (%) |
| Type 2 | 2163 | |
| Type 1 | 26 | 0.6% |
| (Missing) | 1872 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| type | 2189 | |
| 2 | 2163 | |
| 1 | 26 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 2189 | |
| y | 2189 | |
| p | 2189 | |
| e | 2189 | |
| 2189 | ||
| 2 | 2163 | |
| 1 | 26 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6567 | |
| Uppercase Letter | 2189 | 16.7% |
| Space Separator | 2189 | 16.7% |
| Decimal Number | 2189 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| y | 2189 | |
| p | 2189 | |
| e | 2189 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 2163 | |
| 1 | 26 | 1.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 2189 |
Space Separator
| Value | Count | Frequency (%) |
| 2189 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8756 | |
| Common | 4378 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 2189 | |
| y | 2189 | |
| p | 2189 | |
| e | 2189 |
Common
| Value | Count | Frequency (%) |
| 2189 | ||
| 2 | 2163 | |
| 1 | 26 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 13134 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 2189 | |
| y | 2189 | |
| p | 2189 | |
| e | 2189 | |
| 2189 | ||
| 2 | 2163 | |
| 1 | 26 | 0.2% |
DM_Treatment
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1873 |
| Missing (%) | 46.1% |
| Memory size | 31.9 KiB |
| Oral Hypoglycemic drugs | |
|---|---|
| Insulin | |
| Diet, Oral Hypoglycemic drugs | |
| Oral Hypoglycemic drugs, Insulin | |
| Diet | |
| Other values (4) |
Length
| Max length | 40 |
|---|---|
| Median length | 33 |
| Mean length | 20.138026 |
| Min length | 4 |
Characters and Unicode
| Total characters | 44062 |
|---|---|
| Distinct characters | 23 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Diet, Oral Hypoglycemic drugs |
|---|---|
| 2nd row | Insulin |
| 3rd row | Oral Hypoglycemic drugs, Insulin |
| 4th row | Oral Hypoglycemic drugs |
| 5th row | Diet, Oral Hypoglycemic drugs, Insulin |
Common Values
| Value | Count | Frequency (%) |
| Oral Hypoglycemic drugs | 896 | |
| Insulin | 489 | 12.0% |
| Diet, Oral Hypoglycemic drugs | 338 | 8.3% |
| Oral Hypoglycemic drugs, Insulin | 164 | 4.0% |
| Diet | 103 | 2.5% |
| Diet, Insulin | 100 | 2.5% |
| Diet, Oral Hypoglycemic drugs, Insulin | 63 | 1.6% |
| None | 34 | 0.8% |
| Diet, None | 1 | < 0.1% |
| (Missing) | 1873 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| oral | 1461 | |
| hypoglycemic | 1461 | |
| drugs | 1461 | |
| insulin | 816 | |
| diet | 605 | |
| none | 35 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 4380 | 9.9% | |
| l | 3738 | 8.5% |
| y | 2922 | 6.6% |
| g | 2922 | 6.6% |
| c | 2922 | 6.6% |
| r | 2922 | 6.6% |
| i | 2882 | 6.5% |
| s | 2277 | 5.2% |
| u | 2277 | 5.2% |
| e | 2101 | 4.8% |
| Other values (13) | 14719 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 34575 | |
| Space Separator | 4380 | 9.9% |
| Uppercase Letter | 4378 | 9.9% |
| Other Punctuation | 729 | 1.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 3738 | |
| y | 2922 | 8.5% |
| g | 2922 | 8.5% |
| c | 2922 | 8.5% |
| r | 2922 | 8.5% |
| i | 2882 | 8.3% |
| s | 2277 | 6.6% |
| u | 2277 | 6.6% |
| e | 2101 | 6.1% |
| n | 1667 | 4.8% |
| Other values (6) | 7945 |
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 1461 | |
| H | 1461 | |
| I | 816 | |
| D | 605 | |
| N | 35 | 0.8% |
Space Separator
| Value | Count | Frequency (%) |
| 4380 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 729 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 38953 | |
| Common | 5109 | 11.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 3738 | 9.6% |
| y | 2922 | 7.5% |
| g | 2922 | 7.5% |
| c | 2922 | 7.5% |
| r | 2922 | 7.5% |
| i | 2882 | 7.4% |
| s | 2277 | 5.8% |
| u | 2277 | 5.8% |
| e | 2101 | 5.4% |
| n | 1667 | 4.3% |
| Other values (11) | 12323 |
Common
| Value | Count | Frequency (%) |
| 4380 | ||
| , | 729 | 14.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44062 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4380 | 9.9% | |
| l | 3738 | 8.5% |
| y | 2922 | 6.6% |
| g | 2922 | 6.6% |
| c | 2922 | 6.6% |
| r | 2922 | 6.6% |
| i | 2882 | 6.5% |
| s | 2277 | 5.2% |
| u | 2277 | 5.2% |
| e | 2101 | 4.8% |
| Other values (13) | 14719 |
Smoking_History
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 6 |
| Missing (%) | 0.1% |
| Memory size | 31.9 KiB |
| Never Smoked | |
|---|---|
| Current smoker (currently smoking or stopped smoking < 1 month) | |
| Past smoker (smoker stopped > 1year ago) | |
| Recent smoker (stopped smoking > 1 month and < 1 year) | 85 |
Length
| Max length | 63 |
|---|---|
| Median length | 12 |
| Mean length | 28.870284 |
| Min length | 12 |
Characters and Unicode
| Total characters | 117069 |
|---|---|
| Distinct characters | 30 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Current smoker (currently smoking or stopped smoking < 1 month) |
|---|---|
| 2nd row | Never Smoked |
| 3rd row | Never Smoked |
| 4th row | Never Smoked |
| 5th row | Never Smoked |
Common Values
| Value | Count | Frequency (%) |
| Never Smoked | 2464 | |
| Current smoker (currently smoking or stopped smoking < 1 month) | 982 | 24.2% |
| Past smoker (smoker stopped > 1year ago) | 524 | 12.9% |
| Recent smoker (stopped smoking > 1 month and < 1 year) | 85 | 2.1% |
| (Missing) | 6 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| never | 2464 | |
| smoked | 2464 | |
| smoker | 2115 | |
| smoking | 2049 | |
| 1676 | ||
| stopped | 1591 | |
| 1 | 1152 | |
| month | 1067 | 5.5% |
| currently | 982 | 5.1% |
| or | 982 | 5.1% |
| Other values (7) | 2809 |
Most occurring characters
| Value | Count | Frequency (%) |
| 15381 | ||
| e | 13841 | |
| o | 10792 | 9.2% |
| r | 10098 | 8.6% |
| m | 7695 | 6.6% |
| k | 6628 | 5.7% |
| s | 6279 | 5.4% |
| n | 5250 | 4.5% |
| t | 5231 | 4.5% |
| d | 4140 | 3.5% |
| Other values (20) | 31734 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 88635 | |
| Space Separator | 15381 | 13.1% |
| Uppercase Letter | 6519 | 5.6% |
| Decimal Number | 1676 | 1.4% |
| Math Symbol | 1676 | 1.4% |
| Close Punctuation | 1591 | 1.4% |
| Open Punctuation | 1591 | 1.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 13841 | |
| o | 10792 | |
| r | 10098 | |
| m | 7695 | |
| k | 6628 | |
| s | 6279 | |
| n | 5250 | 5.9% |
| t | 5231 | 5.9% |
| d | 4140 | 4.7% |
| p | 3182 | 3.6% |
| Other values (9) | 15499 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 2464 | |
| S | 2464 | |
| C | 982 | 15.1% |
| P | 524 | 8.0% |
| R | 85 | 1.3% |
Math Symbol
| Value | Count | Frequency (%) |
| < | 1067 | |
| > | 609 |
Space Separator
| Value | Count | Frequency (%) |
| 15381 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1676 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 1591 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 1591 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 95154 | |
| Common | 21915 | 18.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 13841 | |
| o | 10792 | |
| r | 10098 | |
| m | 7695 | 8.1% |
| k | 6628 | 7.0% |
| s | 6279 | 6.6% |
| n | 5250 | 5.5% |
| t | 5231 | 5.5% |
| d | 4140 | 4.4% |
| p | 3182 | 3.3% |
| Other values (14) | 22018 |
Common
| Value | Count | Frequency (%) |
| 15381 | ||
| 1 | 1676 | 7.6% |
| ) | 1591 | 7.3% |
| ( | 1591 | 7.3% |
| < | 1067 | 4.9% |
| > | 609 | 2.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 117069 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 15381 | ||
| e | 13841 | |
| o | 10792 | 9.2% |
| r | 10098 | 8.6% |
| m | 7695 | 6.6% |
| k | 6628 | 5.7% |
| s | 6279 | 5.4% |
| n | 5250 | 4.5% |
| t | 5231 | 4.5% |
| d | 4140 | 3.5% |
| Other values (20) | 31734 |
Heart_Rate
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 6 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 85.175832 |
| Minimum | 0 |
|---|---|
| Maximum | 222 |
| Zeros | 5 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 57 |
| Q1 | 71 |
| median | 82 |
| Q3 | 96 |
| 95-th percentile | 120 |
| Maximum | 222 |
| Range | 222 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 21.087922 |
|---|---|
| Coefficient of variation (CV) | 0.24758105 |
| Kurtosis | 3.2637604 |
| Mean | 85.175832 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.0140859 |
| Sum | 345388 |
| Variance | 444.70045 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 298 | 7.3% |
| 90 | 203 | 5.0% |
| 70 | 202 | 5.0% |
| 100 | 151 | 3.7% |
| 78 | 136 | 3.3% |
| 88 | 126 | 3.1% |
| 75 | 118 | 2.9% |
| 72 | 105 | 2.6% |
| 85 | 101 | 2.5% |
| 76 | 88 | 2.2% |
| Other values (130) | 2527 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 8 | 1 | < 0.1% |
| 25 | 2 | < 0.1% |
| 27 | 1 | < 0.1% |
| 30 | 3 | 0.1% |
| 34 | 2 | < 0.1% |
| 35 | 3 | 0.1% |
| 36 | 2 | < 0.1% |
| 38 | 5 | |
| 40 | 11 |
| Value | Count | Frequency (%) |
| 222 | 1 | < 0.1% |
| 220 | 1 | < 0.1% |
| 200 | 2 | |
| 187 | 1 | < 0.1% |
| 180 | 4 | |
| 175 | 1 | < 0.1% |
| 174 | 1 | < 0.1% |
| 172 | 2 | |
| 170 | 3 | |
| 168 | 3 |
Waist
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 120 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 92 |
| Missing (%) | 2.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 97.592341 |
| Minimum | 25 |
|---|---|
| Maximum | 194 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 72 |
| Q1 | 88 |
| median | 98 |
| Q3 | 109 |
| 95-th percentile | 125 |
| Maximum | 194 |
| Range | 169 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 17.450379 |
|---|---|
| Coefficient of variation (CV) | 0.1788089 |
| Kurtosis | 2.3121858 |
| Mean | 97.592341 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.35062131 |
| Sum | 387344 |
| Variance | 304.51573 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 90 | 225 | 5.5% |
| 100 | 171 | 4.2% |
| 85 | 158 | 3.9% |
| 110 | 151 | 3.7% |
| 98 | 145 | 3.6% |
| 105 | 132 | 3.3% |
| 80 | 127 | 3.1% |
| 95 | 123 | 3.0% |
| 88 | 123 | 3.0% |
| 102 | 111 | 2.7% |
| Other values (110) | 2503 |
| Value | Count | Frequency (%) |
| 25 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 30 | 2 | < 0.1% |
| 32 | 9 | |
| 33 | 4 | |
| 34 | 5 | |
| 35 | 1 | < 0.1% |
| 36 | 8 | |
| 37 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 194 | 1 | < 0.1% |
| 191 | 2 | < 0.1% |
| 165 | 1 | < 0.1% |
| 160 | 1 | < 0.1% |
| 155 | 1 | < 0.1% |
| 152 | 1 | < 0.1% |
| 150 | 4 | |
| 148 | 5 | |
| 147 | 1 | < 0.1% |
| 146 | 1 | < 0.1% |
Fasting_Blood_Glucose_Value_SI_Units
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 458 |
|---|---|
| Distinct (%) | 16.5% |
| Missing | 1289 |
| Missing (%) | 31.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.3931782 |
| Minimum | 0.33 |
|---|---|
| Maximum | 235 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0.33 |
|---|---|
| 5-th percentile | 4.4 |
| Q1 | 5.5 |
| median | 6.8 |
| Q3 | 9.5 |
| 95-th percentile | 15.6 |
| Maximum | 235 |
| Range | 234.67 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 9.1325037 |
|---|---|
| Coefficient of variation (CV) | 1.0880865 |
| Kurtosis | 329.30432 |
| Mean | 8.3931782 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 15.946832 |
| Sum | 23265.89 |
| Variance | 83.402625 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6 | 79 | 1.9% |
| 5.2 | 76 | 1.9% |
| 5.6 | 68 | 1.7% |
| 5 | 68 | 1.7% |
| 4.8 | 55 | 1.4% |
| 5.4 | 53 | 1.3% |
| 6.2 | 53 | 1.3% |
| 5.8 | 53 | 1.3% |
| 5.5 | 52 | 1.3% |
| 5.7 | 49 | 1.2% |
| Other values (448) | 2166 | |
| (Missing) | 1289 |
| Value | Count | Frequency (%) |
| 0.33 | 1 | |
| 0.38 | 1 | |
| 0.46 | 1 | |
| 0.47 | 1 | |
| 0.58 | 1 | |
| 0.61 | 1 | |
| 0.71 | 1 | |
| 0.81 | 1 | |
| 0.98 | 1 | |
| 1.01 | 1 |
| Value | Count | Frequency (%) |
| 235 | 1 | |
| 230 | 1 | |
| 156 | 1 | |
| 141 | 1 | |
| 135 | 1 | |
| 107 | 1 | |
| 100 | 1 | |
| 99 | 1 | |
| 87 | 1 | |
| 81 | 1 |
HbA1C_Admission_Value
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 384 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 1499 |
| Missing (%) | 36.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.5797931 |
| Minimum | 0 |
|---|---|
| Maximum | 88.4 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.9 |
| Q1 | 5.9 |
| median | 7 |
| Q3 | 8.9225 |
| 95-th percentile | 11.9095 |
| Maximum | 88.4 |
| Range | 88.4 |
| Interquartile range (IQR) | 3.0225 |
Descriptive statistics
| Standard deviation | 2.7954479 |
|---|---|
| Coefficient of variation (CV) | 0.36880267 |
| Kurtosis | 272.19291 |
| Mean | 7.5797931 |
| Median Absolute Deviation (MAD) | 1.37 |
| Skewness | 9.9580976 |
| Sum | 19419.43 |
| Variance | 7.814529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6 | 144 | 3.5% |
| 5.9 | 71 | 1.7% |
| 5.7 | 69 | 1.7% |
| 5.8 | 65 | 1.6% |
| 5.3 | 53 | 1.3% |
| 5.6 | 52 | 1.3% |
| 5.5 | 52 | 1.3% |
| 7 | 49 | 1.2% |
| 5 | 48 | 1.2% |
| 5.4 | 48 | 1.2% |
| Other values (374) | 1911 | |
| (Missing) | 1499 |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 3.2 | 1 | < 0.1% |
| 3.3 | 1 | < 0.1% |
| 3.5 | 1 | < 0.1% |
| 3.6 | 1 | < 0.1% |
| 3.75 | 1 | < 0.1% |
| 3.9 | 12 | |
| 4 | 23 | |
| 4.01 | 1 | < 0.1% |
| 4.1 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 88.4 | 1 | |
| 20 | 1 | |
| 17.5 | 1 | |
| 16.6 | 1 | |
| 16 | 2 | |
| 15.8 | 1 | |
| 15.7 | 2 | |
| 15.4 | 1 | |
| 15.3 | 1 | |
| 15.2 | 2 |
Lipid_24_Collected
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 7 |
| Missing (%) | 0.2% |
| Memory size | 8.1 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 7 |
| Value | Count | Frequency (%) |
| True | 3455 | |
| False | 599 | 14.8% |
| (Missing) | 7 | 0.2% |
Cholesterol_Value_SI_Units
Real number (ℝ)
MISSING SKEWED
| Distinct | 555 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 334 |
| Missing (%) | 8.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9357773 |
| Minimum | 0.07 |
|---|---|
| Maximum | 489 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0.07 |
|---|---|
| 5-th percentile | 2.83 |
| Q1 | 3.8 |
| median | 4.6 |
| Q3 | 5.505 |
| 95-th percentile | 7 |
| Maximum | 489 |
| Range | 488.93 |
| Interquartile range (IQR) | 1.705 |
Descriptive statistics
| Standard deviation | 9.4548638 |
|---|---|
| Coefficient of variation (CV) | 1.9155775 |
| Kurtosis | 2127.6917 |
| Mean | 4.9357773 |
| Median Absolute Deviation (MAD) | 0.88 |
| Skewness | 44.880153 |
| Sum | 18395.642 |
| Variance | 89.394449 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.3 | 82 | 2.0% |
| 4.5 | 80 | 2.0% |
| 5.2 | 74 | 1.8% |
| 4.6 | 73 | 1.8% |
| 4.2 | 73 | 1.8% |
| 5.6 | 70 | 1.7% |
| 4.1 | 67 | 1.6% |
| 4.9 | 67 | 1.6% |
| 4 | 66 | 1.6% |
| 4.8 | 65 | 1.6% |
| Other values (545) | 3010 | |
| (Missing) | 334 | 8.2% |
| Value | Count | Frequency (%) |
| 0.07 | 1 | < 0.1% |
| 0.08 | 3 | |
| 0.1 | 2 | |
| 0.13 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.17 | 2 | |
| 0.18 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 1.2 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 489 | 1 | |
| 308 | 1 | |
| 15.7 | 1 | |
| 13.74 | 1 | |
| 11.8 | 2 | |
| 11.36 | 1 | |
| 11.29 | 1 | |
| 10.97 | 1 | |
| 10.12 | 1 | |
| 10 | 1 |
Triglycerides_Value_SI_Units
Real number (ℝ)
MISSING SKEWED
| Distinct | 432 |
|---|---|
| Distinct (%) | 11.7% |
| Missing | 374 |
| Missing (%) | 9.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6739626 |
| Minimum | 0.01 |
|---|---|
| Maximum | 71 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 0.59 |
| Q1 | 0.96 |
| median | 1.4 |
| Q3 | 2 |
| 95-th percentile | 3.6 |
| Maximum | 71 |
| Range | 70.99 |
| Interquartile range (IQR) | 1.04 |
Descriptive statistics
| Standard deviation | 1.6272688 |
|---|---|
| Coefficient of variation (CV) | 0.97210585 |
| Kurtosis | 901.04309 |
| Mean | 1.6739626 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 22.382201 |
| Sum | 6171.9 |
| Variance | 2.6480038 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 108 | 2.7% |
| 1.1 | 107 | 2.6% |
| 1.2 | 107 | 2.6% |
| 1.3 | 102 | 2.5% |
| 0.8 | 99 | 2.4% |
| 0.9 | 98 | 2.4% |
| 1.5 | 97 | 2.4% |
| 1.4 | 91 | 2.2% |
| 1.6 | 91 | 2.2% |
| 1.8 | 80 | 2.0% |
| Other values (422) | 2707 | |
| (Missing) | 374 | 9.2% |
| Value | Count | Frequency (%) |
| 0.01 | 6 | |
| 0.02 | 3 | |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.13 | 1 | < 0.1% |
| 0.14 | 1 | < 0.1% |
| 0.18 | 1 | < 0.1% |
| 0.2 | 1 | < 0.1% |
| 0.25 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 71 | 1 | |
| 17.6 | 1 | |
| 17.4 | 1 | |
| 14.55 | 1 | |
| 11.56 | 1 | |
| 11.01 | 1 | |
| 10.59 | 1 | |
| 9.72 | 1 | |
| 9.14 | 1 | |
| 9 | 1 |
BMI
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 1187 |
|---|---|
| Distinct (%) | 29.7% |
| Missing | 60 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.011505 |
| Minimum | 13.34 |
|---|---|
| Maximum | 342.78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 13.34 |
|---|---|
| 5-th percentile | 21.48 |
| Q1 | 24.91 |
| median | 27.76 |
| Q3 | 31.59 |
| 95-th percentile | 39.54 |
| Maximum | 342.78 |
| Range | 329.44 |
| Interquartile range (IQR) | 6.68 |
Descriptive statistics
| Standard deviation | 8.9093348 |
|---|---|
| Coefficient of variation (CV) | 0.30709661 |
| Kurtosis | 507.7302 |
| Mean | 29.011505 |
| Median Absolute Deviation (MAD) | 3.3 |
| Skewness | 16.91749 |
| Sum | 116075.03 |
| Variance | 79.376246 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.71 | 40 | 1.0% |
| 27.68 | 38 | 0.9% |
| 24.22 | 36 | 0.9% |
| 29.41 | 30 | 0.7% |
| 29.76 | 28 | 0.7% |
| 31.25 | 27 | 0.7% |
| 27.34 | 27 | 0.7% |
| 25.95 | 26 | 0.6% |
| 31.22 | 25 | 0.6% |
| 28.73 | 23 | 0.6% |
| Other values (1177) | 3701 | |
| (Missing) | 60 | 1.5% |
| Value | Count | Frequency (%) |
| 13.34 | 1 | |
| 14.84 | 1 | |
| 15.78 | 1 | |
| 16.42 | 2 | |
| 16.44 | 1 | |
| 16.77 | 1 | |
| 16.82 | 2 | |
| 16.9 | 1 | |
| 17.04 | 1 | |
| 17.07 | 1 |
| Value | Count | Frequency (%) |
| 342.78 | 1 | |
| 233.4 | 1 | |
| 221.14 | 1 | |
| 96.88 | 1 | |
| 69.25 | 1 | |
| 66.33 | 1 | |
| 65.38 | 1 | |
| 65.02 | 1 | |
| 63.57 | 1 | |
| 61.33 | 1 |
Creatinine_Clearance
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 3433 |
|---|---|
| Distinct (%) | 86.0% |
| Missing | 69 |
| Missing (%) | 1.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.192402 |
| Minimum | 0.29 |
|---|---|
| Maximum | 1164.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 31.9 KiB |
Quantile statistics
| Minimum | 0.29 |
|---|---|
| 5-th percentile | 24.502 |
| Q1 | 56.8725 |
| median | 82.84 |
| Q3 | 110.98 |
| 95-th percentile | 167.2385 |
| Maximum | 1164.7 |
| Range | 1164.41 |
| Interquartile range (IQR) | 54.1075 |
Descriptive statistics
| Standard deviation | 53.345335 |
|---|---|
| Coefficient of variation (CV) | 0.6048745 |
| Kurtosis | 100.44634 |
| Mean | 88.192402 |
| Median Absolute Deviation (MAD) | 26.99 |
| Skewness | 6.0828736 |
| Sum | 352064.07 |
| Variance | 2845.7248 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 86.1 | 6 | 0.1% |
| 83.2 | 6 | 0.1% |
| 76.16 | 4 | 0.1% |
| 97.17 | 4 | 0.1% |
| 67.65 | 4 | 0.1% |
| 76.26 | 4 | 0.1% |
| 110.7 | 4 | 0.1% |
| 79.9 | 4 | 0.1% |
| 115.96 | 3 | 0.1% |
| 98.4 | 3 | 0.1% |
| Other values (3423) | 3950 | |
| (Missing) | 69 | 1.7% |
| Value | Count | Frequency (%) |
| 0.29 | 1 | |
| 0.52 | 1 | |
| 0.55 | 1 | |
| 0.58 | 1 | |
| 0.67 | 1 | |
| 0.78 | 1 | |
| 0.81 | 1 | |
| 0.98 | 1 | |
| 0.99 | 1 | |
| 1 | 1 |
| Value | Count | Frequency (%) |
| 1164.7 | 1 | |
| 1153.62 | 1 | |
| 875.43 | 1 | |
| 684.96 | 1 | |
| 626.18 | 1 | |
| 500.2 | 1 | |
| 460.63 | 1 | |
| 363.73 | 1 | |
| 321.8 | 1 | |
| 298.68 | 1 |
| Age | Year_DM_Diagnosed | DM_Duration | Heart_Rate | Waist | Fasting_Blood_Glucose_Value_SI_Units | HbA1C_Admission_Value | Cholesterol_Value_SI_Units | Triglycerides_Value_SI_Units | BMI | Creatinine_Clearance | Gender | Education | Work | Cardiac_Arrest_Admission | Non_Cardiac_Condition | Hypertension | Dyslipidemia | DM | DM_Type | DM_Treatment | Smoking_History | Lipid_24_Collected | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | -0.295 | 0.301 | 0.040 | -0.098 | 0.047 | 0.029 | -0.176 | -0.226 | -0.154 | -0.638 | 0.162 | 0.225 | 0.400 | 0.062 | 0.081 | 0.289 | 0.169 | 0.196 | 0.258 | 0.026 | 0.186 | 0.081 |
| Year_DM_Diagnosed | -0.295 | 1.000 | -0.995 | -0.062 | -0.040 | 0.027 | -0.089 | 0.195 | 0.092 | -0.118 | 0.216 | 0.000 | 0.025 | 0.110 | 0.000 | 0.000 | 0.000 | 0.000 | 0.078 | 0.000 | 0.000 | 0.051 | 0.000 |
| DM_Duration | 0.301 | -0.995 | 1.000 | 0.051 | 0.044 | -0.010 | 0.075 | -0.179 | -0.072 | 0.108 | -0.218 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.078 | 0.000 | 0.000 | 0.000 | 0.000 |
| Heart_Rate | 0.040 | -0.062 | 0.051 | 1.000 | -0.009 | 0.093 | 0.112 | 0.014 | -0.004 | 0.047 | -0.062 | 0.117 | 0.020 | 0.047 | 0.176 | 0.158 | 0.091 | 0.000 | 0.102 | 0.087 | 0.000 | 0.039 | 0.043 |
| Waist | -0.098 | -0.040 | 0.044 | -0.009 | 1.000 | 0.109 | 0.105 | -0.005 | 0.129 | 0.509 | 0.260 | 0.121 | 0.058 | 0.055 | 0.028 | 0.000 | 0.107 | 0.118 | 0.116 | 0.026 | 0.066 | 0.065 | 0.067 |
| Fasting_Blood_Glucose_Value_SI_Units | 0.047 | 0.027 | -0.010 | 0.093 | 0.109 | 1.000 | 0.635 | 0.024 | 0.150 | 0.113 | -0.023 | 0.040 | 0.000 | 0.000 | 0.000 | 0.057 | 0.000 | 0.022 | 0.054 | 0.000 | 0.000 | 0.000 | 0.000 |
| HbA1C_Admission_Value | 0.029 | -0.089 | 0.075 | 0.112 | 0.105 | 0.635 | 1.000 | -0.005 | 0.187 | 0.143 | 0.008 | 0.104 | 0.000 | 0.027 | 0.000 | 0.000 | 0.108 | 0.143 | 0.452 | 0.000 | 0.095 | 0.037 | 0.000 |
| Cholesterol_Value_SI_Units | -0.176 | 0.195 | -0.179 | 0.014 | -0.005 | 0.024 | -0.005 | 1.000 | 0.387 | 0.034 | 0.147 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Triglycerides_Value_SI_Units | -0.226 | 0.092 | -0.072 | -0.004 | 0.129 | 0.150 | 0.187 | 0.387 | 1.000 | 0.155 | 0.161 | 0.000 | 0.024 | 0.013 | 0.000 | 0.000 | 0.025 | 0.040 | 0.018 | 0.025 | 0.098 | 0.021 | 0.059 |
| BMI | -0.154 | -0.118 | 0.108 | 0.047 | 0.509 | 0.113 | 0.143 | 0.034 | 0.155 | 1.000 | 0.382 | 0.070 | 0.000 | 0.000 | 0.016 | 0.000 | 0.015 | 0.000 | 0.013 | 0.000 | 0.033 | 0.009 | 0.000 |
| Creatinine_Clearance | -0.638 | 0.216 | -0.218 | -0.062 | 0.260 | -0.023 | 0.008 | 0.147 | 0.161 | 0.382 | 1.000 | 0.035 | 0.134 | 0.216 | 0.000 | 0.063 | 0.135 | 0.067 | 0.064 | 0.062 | 0.068 | 0.140 | 0.000 |
| Gender | 0.162 | 0.000 | 0.000 | 0.117 | 0.121 | 0.040 | 0.104 | 0.023 | 0.000 | 0.070 | 0.035 | 1.000 | 0.353 | 0.381 | 0.000 | 0.000 | 0.207 | 0.121 | 0.162 | 0.013 | 0.152 | 0.433 | 0.065 |
| Education | 0.225 | 0.025 | 0.000 | 0.020 | 0.058 | 0.000 | 0.000 | 0.000 | 0.024 | 0.000 | 0.134 | 0.353 | 1.000 | 0.379 | 0.000 | 0.039 | 0.160 | 0.045 | 0.074 | 0.095 | 0.047 | 0.196 | 0.000 |
| Work | 0.400 | 0.110 | 0.000 | 0.047 | 0.055 | 0.000 | 0.027 | 0.000 | 0.013 | 0.000 | 0.216 | 0.381 | 0.379 | 1.000 | 0.000 | 0.066 | 0.241 | 0.119 | 0.167 | 0.072 | 0.114 | 0.212 | 0.052 |
| Cardiac_Arrest_Admission | 0.062 | 0.000 | 0.000 | 0.176 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.097 | 0.000 | 0.034 | 0.000 | 0.000 | 0.030 | 0.011 | 0.031 |
| Non_Cardiac_Condition | 0.081 | 0.000 | 0.000 | 0.158 | 0.000 | 0.057 | 0.000 | 0.000 | 0.000 | 0.000 | 0.063 | 0.000 | 0.039 | 0.066 | 0.097 | 1.000 | 0.053 | 0.000 | 0.037 | 0.000 | 0.000 | 0.054 | 0.028 |
| Hypertension | 0.289 | 0.000 | 0.000 | 0.091 | 0.107 | 0.000 | 0.108 | 0.000 | 0.025 | 0.015 | 0.135 | 0.207 | 0.160 | 0.241 | 0.000 | 0.053 | 1.000 | 0.394 | 0.333 | 0.004 | 0.120 | 0.186 | 0.000 |
| Dyslipidemia | 0.169 | 0.000 | 0.022 | 0.000 | 0.118 | 0.022 | 0.143 | 0.000 | 0.040 | 0.000 | 0.067 | 0.121 | 0.045 | 0.119 | 0.034 | 0.000 | 0.394 | 1.000 | 0.326 | 0.000 | 0.136 | 0.115 | 0.000 |
| DM | 0.196 | 0.078 | 0.078 | 0.102 | 0.116 | 0.054 | 0.452 | 0.000 | 0.018 | 0.013 | 0.064 | 0.162 | 0.074 | 0.167 | 0.000 | 0.037 | 0.333 | 0.326 | 1.000 | 0.000 | 0.000 | 0.119 | 0.017 |
| DM_Type | 0.258 | 0.000 | 0.000 | 0.087 | 0.026 | 0.000 | 0.000 | 0.000 | 0.025 | 0.000 | 0.062 | 0.013 | 0.095 | 0.072 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 1.000 | 0.135 | 0.000 | 0.000 |
| DM_Treatment | 0.026 | 0.000 | 0.000 | 0.000 | 0.066 | 0.000 | 0.095 | 0.000 | 0.098 | 0.033 | 0.068 | 0.152 | 0.047 | 0.114 | 0.030 | 0.000 | 0.120 | 0.136 | 0.000 | 0.135 | 1.000 | 0.049 | 0.082 |
| Smoking_History | 0.186 | 0.051 | 0.000 | 0.039 | 0.065 | 0.000 | 0.037 | 0.000 | 0.021 | 0.009 | 0.140 | 0.433 | 0.196 | 0.212 | 0.011 | 0.054 | 0.186 | 0.115 | 0.119 | 0.000 | 0.049 | 1.000 | 0.000 |
| Lipid_24_Collected | 0.081 | 0.000 | 0.000 | 0.043 | 0.067 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 0.065 | 0.000 | 0.052 | 0.031 | 0.028 | 0.000 | 0.000 | 0.017 | 0.000 | 0.082 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Gender | Age | Education | Work | Cardiac_Arrest_Admission | Non_Cardiac_Condition | Hypertension | Dyslipidemia | DM | Year_DM_Diagnosed | DM_Duration | DM_Type | DM_Treatment | Smoking_History | Heart_Rate | Waist | Fasting_Blood_Glucose_Value_SI_Units | HbA1C_Admission_Value | Lipid_24_Collected | Cholesterol_Value_SI_Units | Triglycerides_Value_SI_Units | BMI | Creatinine_Clearance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Male | 62 | Graduated from college | Yes, Full-time | No | No | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | Male | 52 | Graduated from college | Yes, Full-time | No | No | Yes | Yes | Yes | NaN | 10.0 | Type 2 | Diet, Oral Hypoglycemic drugs | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | Female | 73 | Below secondary school (high school) | No | No | No | Yes | Yes | No | NaN | NaN | NaN | NaN | Current smoker (currently smoking or stopped smoking < 1 month) | 75.0 | 60.0 | 7.00 | NaN | Yes | 5.38 | 1.85 | 20.00 | 24.12 |
| 3 | Male | 46 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | Female | 46 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | Female | 64 | Secondary school (high school) | No | No | No | Yes | Yes | Yes | 2002.0 | 10.0 | Type 2 | Insulin | Never Smoked | 117.0 | 85.0 | 11.93 | NaN | Yes | 5.40 | 2.24 | 33.29 | 63.60 |
| 6 | Female | 56 | Below secondary school (high school) | No | No | No | No | Yes | Yes | 1988.0 | 24.0 | Type 2 | Oral Hypoglycemic drugs, Insulin | Never Smoked | 82.0 | 85.0 | 4.40 | 7.1 | No | 4.70 | 1.30 | 31.22 | 114.24 |
| 7 | Female | 78 | Below secondary school (high school) | No | No | No | Yes | No | No | NaN | NaN | NaN | NaN | Never Smoked | 90.0 | 90.0 | 6.20 | 5.6 | No | 4.11 | 1.11 | 19.56 | 27.55 |
| 8 | Male | 54 | No school | No | No | No | Yes | No | No | NaN | NaN | NaN | NaN | Never Smoked | 75.0 | 91.0 | 4.00 | 5.6 | Yes | 5.20 | 2.20 | 23.05 | 92.37 |
| 9 | Female | 54 | No school | No | No | No | No | No | No | NaN | NaN | NaN | NaN | Never Smoked | 90.0 | 93.0 | NaN | NaN | No | NaN | NaN | 23.81 | 73.42 |
| Gender | Age | Education | Work | Cardiac_Arrest_Admission | Non_Cardiac_Condition | Hypertension | Dyslipidemia | DM | Year_DM_Diagnosed | DM_Duration | DM_Type | DM_Treatment | Smoking_History | Heart_Rate | Waist | Fasting_Blood_Glucose_Value_SI_Units | HbA1C_Admission_Value | Lipid_24_Collected | Cholesterol_Value_SI_Units | Triglycerides_Value_SI_Units | BMI | Creatinine_Clearance | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4051 | Male | 74 | Below secondary school (high school) | No | No | No | Yes | Yes | Yes | 1987.0 | 25.0 | Type 2 | Diet, Insulin | Never Smoked | 88.0 | NaN | 10.8 | 8.3 | Yes | 5.14 | 1.10 | 28.41 | 56.50 |
| 4052 | Male | 76 | Secondary school (high school) | Yes, Full-time | No | No | Yes | No | No | NaN | NaN | NaN | NaN | Current smoker (currently smoking or stopped smoking < 1 month) | 140.0 | 70.0 | NaN | NaN | No | NaN | NaN | 25.71 | 34.66 |
| 4053 | Male | 61 | Some college or vocational school | Yes, Part-time | No | Yes | Yes | Yes | Yes | 1993.0 | 20.0 | Type 2 | Oral Hypoglycemic drugs | Never Smoked | 87.0 | 90.0 | 4.2 | 7.4 | Yes | 5.10 | 2.50 | 29.76 | 50.65 |
| 4054 | Female | 56 | No school | No | No | No | Yes | No | Yes | 2004.0 | 8.0 | Type 2 | Diet, Oral Hypoglycemic drugs | Never Smoked | 62.0 | 115.0 | 7.2 | 8.1 | No | 7.44 | 2.32 | 33.12 | 109.82 |
| 4055 | Male | 41 | Below secondary school (high school) | Yes, Full-time | No | No | Yes | Yes | Yes | NaN | 7.0 | Type 2 | Oral Hypoglycemic drugs | Past smoker (smoker stopped > 1year ago) | 106.0 | 79.0 | NaN | NaN | Yes | 5.90 | 1.90 | 27.97 | 88.77 |
| 4056 | Male | 75 | No school | No | No | No | Yes | Yes | Yes | 2001.0 | 11.0 | Type 2 | Insulin | Never Smoked | 98.0 | 92.0 | 7.5 | 8.8 | Yes | 4.67 | 2.22 | 23.51 | 45.28 |
| 4057 | Male | 56 | Below secondary school (high school) | No | Yes, first presentation without prior symptoms | No | No | Yes | Yes | 1996.0 | 15.0 | Type 2 | Oral Hypoglycemic drugs | Current smoker (currently smoking or stopped smoking < 1 month) | 120.0 | 93.0 | 7.9 | 11.6 | Yes | 6.66 | 1.53 | 29.39 | 83.77 |
| 4058 | Male | 55 | Secondary school (high school) | No | No | No | No | No | Yes | 2006.0 | NaN | Type 2 | Oral Hypoglycemic drugs | Current smoker (currently smoking or stopped smoking < 1 month) | 109.0 | 72.0 | 9.2 | 11.6 | Yes | 3.95 | 0.80 | 22.84 | 89.61 |
| 4059 | Male | 77 | No school | No | No | No | Yes | No | No | NaN | NaN | NaN | NaN | Never Smoked | 100.0 | 85.0 | NaN | NaN | Yes | 6.71 | 0.65 | 22.04 | 31.00 |
| 4060 | Male | 73 | No school | No | No | No | Yes | Yes | Yes | 1987.0 | 25.0 | Type 2 | Oral Hypoglycemic drugs, Insulin | Current smoker (currently smoking or stopped smoking < 1 month) | 100.0 | 117.0 | NaN | NaN | Yes | 4.10 | 1.77 | 29.01 | 67.36 |